Train Data Report

Dataset statistics

Number of variables	25
Number of observations	40428
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	27.5 MiB
Average record size in memory	713.0 B

Variable types

CAT	12
NUM	12
BOOL	1

Warnings

`site_id` has a high cardinality: 1070 distinct values	High cardinality
`site_domain` has a high cardinality: 914 distinct values	High cardinality
`app_id` has a high cardinality: 885 distinct values	High cardinality
`app_domain` has a high cardinality: 60 distinct values	High cardinality
`device_id` has a high cardinality: 6766 distinct values	High cardinality
`device_ip` has a high cardinality: 33971 distinct values	High cardinality
`device_model` has a high cardinality: 2388 distinct values	High cardinality
`C17` is highly correlated with `C14`	High correlation
`C14` is highly correlated with `C17`	High correlation
`id` has unique values	Unique
`banner_pos` has 28944 (71.6%) zeros	Zeros

Reproduction

Analysis started	2020-12-15 12:41:51.597564
Analysis finished	2020-12-15 12:42:13.161439
Duration	21.56 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

Distinct	38514
Distinct (%)	95.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	204539.028
Minimum	3
Maximum	411432
Zeros	0
Zeros (%)	0.0%
Memory size	316.0 KiB

Quantile statistics

Minimum	3
5-th percentile	20464.9
Q1	102220.75
median	204238.5
Q3	307653.75
95-th percentile	390020.4
Maximum	411432
Range	411429
Interquartile range (IQR)	205433

Descriptive statistics

Standard deviation	118658.9884
Coefficient of variation (CV)	0.5801288367
Kurtosis	-1.203124498
Mean	204539.028
Median Absolute Deviation (MAD)	102753
Skewness	0.009393202936
Sum	8269103825
Variance	1.407995552e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
88947	4	< 0.1%
339426	4	< 0.1%
229076	4	< 0.1%
368283	3	< 0.1%
310205	3	< 0.1%
129018	3	< 0.1%
268656	3	< 0.1%
234053	3	< 0.1%
272607	3	< 0.1%
179991	3	< 0.1%
267323	3	< 0.1%
336260	3	< 0.1%
392782	3	< 0.1%
93400	3	< 0.1%
215260	3	< 0.1%
359642	3	< 0.1%
387228	3	< 0.1%
5690	3	< 0.1%
10028	3	< 0.1%
150338	3	< 0.1%
93341	3	< 0.1%
375870	3	< 0.1%
387574	3	< 0.1%
79686	3	< 0.1%
290147	3	< 0.1%
Other values (38489)	40350	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	1	< 0.1%
7	1	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
20	1	< 0.1%
29	1	< 0.1%
49	1	< 0.1%
51	1	< 0.1%
59	1	< 0.1%
65	1	< 0.1%

Value	Count	Frequency (%)
411432	1	< 0.1%
411045	1	< 0.1%
411042	1	< 0.1%
410974	1	< 0.1%
410944	1	< 0.1%
410926	1	< 0.1%
410819	1	< 0.1%
410778	1	< 0.1%
410562	1	< 0.1%
410420	1	< 0.1%

id
Real number (ℝ_≥0)

UNIQUE

Distinct	40428
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.187285826e+18
Minimum	7.191322752e+13
Maximum	1.844668479e+19
Zeros	0
Zeros (%)	0.0%
Memory size	316.0 KiB

Quantile statistics

Minimum	7.191322752e+13
5-th percentile	8.819140816e+17
Q1	4.544679843e+18
median	9.193564096e+18
Q3	1.380762142e+19
95-th percentile	1.753153336e+19
Maximum	1.844668479e+19
Range	1.844661288e+19
Interquartile range (IQR)	9.26294158e+18

Descriptive statistics

Standard deviation	5.333998435e+18
Coefficient of variation (CV)	0.5805847925
Kurtosis	-1.202868495
Mean	9.187285826e+18
Median Absolute Deviation (MAD)	4.62891684e+18
Skewness	0.003900568779
Sum	3.714235914e+23
Variance	2.845153931e+37
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.701291688e+19	1	< 0.1%
2.217218676e+18	1	< 0.1%
6.385943915e+18	1	< 0.1%
1.593358684e+19	1	< 0.1%
1.827104205e+19	1	< 0.1%
1.40304105e+19	1	< 0.1%
7.302404434e+18	1	< 0.1%
1.68810531e+19	1	< 0.1%
2.835425174e+18	1	< 0.1%
9.401729309e+18	1	< 0.1%
1.669419904e+19	1	< 0.1%
1.507922553e+19	1	< 0.1%
1.658695978e+19	1	< 0.1%
7.858272689e+18	1	< 0.1%
1.268531715e+19	1	< 0.1%
8.415744407e+18	1	< 0.1%
9.807579274e+18	1	< 0.1%
9.37681283e+18	1	< 0.1%
4.584576575e+18	1	< 0.1%
1.713488511e+19	1	< 0.1%
1.819853702e+19	1	< 0.1%
8.324554674e+18	1	< 0.1%
9.13478563e+18	1	< 0.1%
1.404348179e+19	1	< 0.1%
1.090212728e+19	1	< 0.1%
Other values (40403)	40403	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7.191322752e+13	1	< 0.1%
1.670657308e+15	1	< 0.1%
1.710068637e+15	1	< 0.1%
2.772472707e+15	1	< 0.1%
3.488996135e+15	1	< 0.1%
3.671448166e+15	1	< 0.1%
4.594020177e+15	1	< 0.1%
6.887657402e+15	1	< 0.1%
6.928277311e+15	1	< 0.1%
7.136301019e+15	1	< 0.1%

Value	Count	Frequency (%)
1.844668479e+19	1	< 0.1%
1.844629455e+19	1	< 0.1%
1.844623826e+19	1	< 0.1%
1.844527283e+19	1	< 0.1%
1.844436587e+19	1	< 0.1%
1.844427125e+19	1	< 0.1%
1.844413929e+19	1	< 0.1%
1.844394262e+19	1	< 0.1%
1.844326526e+19	1	< 0.1%
1.844272606e+19	1	< 0.1%

click
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	316.0 KiB

0	33436
1	6992

Common Values
Chart

Value	Count	Frequency (%)
0	33436	82.7%
1	6992	17.3%

hour
Real number (ℝ_≥0)

Distinct	240
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14102558.26
Minimum	14102100
Maximum	14103023
Zeros	0
Zeros (%)	0.0%
Memory size	316.0 KiB

Quantile statistics

Minimum	14102100
5-th percentile	14102109
Q1	14102304
median	14102602
Q3	14102814
95-th percentile	14103012
Maximum	14103023
Range	923
Interquartile range (IQR)	510

Descriptive statistics

Standard deviation	296.6779145
Coefficient of variation (CV)	2.103716992e-05
Kurtosis	-1.336302522
Mean	14102558.26
Median Absolute Deviation (MAD)	287
Skewness	-0.004908702167
Sum	5.701382253e+11
Variance	88017.78494
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14102209	465	1.2%
14102813	433	1.1%
14102210	429	1.1%
14102212	405	1.0%
14102211	393	1.0%
14102814	380	0.9%
14103004	341	0.8%
14102208	325	0.8%
14102213	323	0.8%
14102809	322	0.8%
14102808	295	0.7%
14102205	293	0.7%
14102206	290	0.7%
14102816	289	0.7%
14102815	285	0.7%
14102812	283	0.7%
14102817	278	0.7%
14102304	276	0.7%
14102810	267	0.7%
14103014	266	0.7%
14102417	263	0.7%
14102105	263	0.7%
14102104	262	0.6%
14103013	255	0.6%
14102315	255	0.6%
Other values (215)	32492	80.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14102100	118	0.3%
14102101	144	0.4%
14102102	210	0.5%
14102103	188	0.5%
14102104	262	0.6%
14102105	263	0.7%
14102106	245	0.6%
14102107	214	0.5%
14102108	216	0.5%
14102109	226	0.6%

Value	Count	Frequency (%)
14103023	81	0.2%
14103022	99	0.2%
14103021	128	0.3%
14103020	119	0.3%
14103019	126	0.3%
14103018	153	0.4%
14103017	155	0.4%
14103016	225	0.6%
14103015	228	0.6%
14103014	266	0.7%

C1
Real number (ℝ_≥0)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1004.965173
Minimum	1001
Maximum	1012
Zeros	0
Zeros (%)	0.0%
Memory size	316.0 KiB

Quantile statistics

Minimum	1001
5-th percentile	1002
Q1	1005
median	1005
Q3	1005
95-th percentile	1005
Maximum	1012
Range	11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.083234994
Coefficient of variation (CV)	0.001077883119
Kurtosis	15.31986967
Mean	1004.965173
Median Absolute Deviation (MAD)	0
Skewness	1.833024901
Sum	40628732
Variance	1.173398053
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1005	37210	92.0%
1002	2195	5.4%
1010	864	2.1%
1012	119	0.3%
1007	26	0.1%
1001	10	< 0.1%
1008	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1001	10	< 0.1%
1002	2195	5.4%
1005	37210	92.0%
1007	26	0.1%
1008	4	< 0.1%
1010	864	2.1%
1012	119	0.3%

Value	Count	Frequency (%)
1012	119	0.3%
1010	864	2.1%
1008	4	< 0.1%
1007	26	0.1%
1005	37210	92.0%
1002	2195	5.4%
1001	10	< 0.1%

banner_pos
Real number (ℝ_≥0)

ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2925942416
Minimum	0
Maximum	7
Zeros	28944
Zeros (%)	71.6%
Memory size	316.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	7
Range	7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.512632676
Coefficient of variation (CV)	1.752025854
Kurtosis	34.90704295
Mean	0.2925942416
Median Absolute Deviation (MAD)	0
Skewness	3.485348346
Sum	11829
Variance	0.2627922605
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	28944	71.6%
1	11412	28.2%
7	49	0.1%
2	11	< 0.1%
4	8	< 0.1%
5	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28944	71.6%
1	11412	28.2%
2	11	< 0.1%
4	8	< 0.1%
5	4	< 0.1%
7	49	0.1%

Value	Count	Frequency (%)
7	49	0.1%
5	4	< 0.1%
4	8	< 0.1%
2	11	< 0.1%
1	11412	28.2%
0	28944	71.6%

site_id
Categorical

HIGH CARDINALITY

Distinct	1070
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Memory size	316.0 KiB

85f751fd	14398
1fbe01fe	6534
e151e245	2777
d9750ee7	1001
5b08c53b	926
Other values (1065)	14792

Common Values
Overview

Value	Count	Frequency (%)
85f751fd	14398	35.6%
1fbe01fe	6534	16.2%
e151e245	2777	6.9%
d9750ee7	1001	2.5%
5b08c53b	926	2.3%
856e6d3f	761	1.9%
5b4d2eda	747	1.8%
a7853007	442	1.1%
5ee41ff2	367	0.9%
b7e9786d	351	0.9%
6399eda6	341	0.8%
5bcf81a2	339	0.8%
6256f5b4	336	0.8%
17caea14	307	0.8%
57ef2c87	303	0.7%
83a0ad1a	285	0.7%
57fe1b20	281	0.7%
e8f79e60	280	0.7%
0a742914	276	0.7%
e4d8dd7b	265	0.7%
d6137915	240	0.6%
6c5b482c	194	0.5%
5114c672	177	0.4%
12fb4121	175	0.4%
9a977531	171	0.4%
Other values (1045)	8154	20.2%

Frequencies of value counts

Unique

Unique	432 ?
Unique (%)	1.1%

Histogram of lengths of the category

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Overview of Unicode Properties

Unique unicode characters	16
Unique unicode categories	2 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
f	49111	15.2%
5	45786	14.2%
1	40486	12.5%
e	30460	9.4%
7	25129	7.8%
d	23266	7.2%
8	22007	6.8%
b	15436	4.8%
0	14431	4.5%
4	10393	3.2%
2	9977	3.1%
a	8312	2.6%
6	7745	2.4%
9	7117	2.2%
3	6967	2.2%
c	6801	2.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	190038	58.8%
Lowercase Letter	133386	41.2%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
5	45786	24.1%
1	40486	21.3%
7	25129	13.2%
8	22007	11.6%
0	14431	7.6%
4	10393	5.5%
2	9977	5.3%
6	7745	4.1%
9	7117	3.7%
3	6967	3.7%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
f	49111	36.8%
e	30460	22.8%
d	23266	17.4%
b	15436	11.6%
a	8312	6.2%
c	6801	5.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	190038	58.8%
Latin	133386	41.2%

Most frequent Common characters

Value	Count	Frequency (%)
5	45786	24.1%
1	40486	21.3%
7	25129	13.2%
8	22007	11.6%
0	14431	7.6%
4	10393	5.5%
2	9977	5.3%
6	7745	4.1%
9	7117	3.7%
3	6967	3.7%

Most frequent Latin characters

Value	Count	Frequency (%)
f	49111	36.8%
e	30460	22.8%
d	23266	17.4%
b	15436	11.6%
a	8312	6.2%
c	6801	5.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	323424	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
f	49111	15.2%
5	45786	14.2%
1	40486	12.5%
e	30460	9.4%
7	25129	7.8%
d	23266	7.2%
8	22007	6.8%
b	15436	4.8%
0	14431	4.5%
4	10393	3.2%
2	9977	3.1%
a	8312	2.6%
6	7745	2.4%
9	7117	2.2%
3	6967	2.2%
c	6801	2.1%

site_domain
Categorical

HIGH CARDINALITY

Distinct	914
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Memory size	316.0 KiB

c4e18dd6	14981
f3845767	6534
7e091613	3460
7687a86e	1279
98572c79	1036
Other values (909)	13138

Common Values
Overview

Value	Count	Frequency (%)
c4e18dd6	14981	37.1%
f3845767	6534	16.2%
7e091613	3460	8.6%
7687a86e	1279	3.2%
98572c79	1036	2.6%
16a36ef3	823	2.0%
58a89a43	761	1.9%
17d996e6	373	0.9%
9d54950b	365	0.9%
b12b9f85	356	0.9%
968765cd	341	0.8%
28f93029	336	0.8%
0dde25ec	307	0.8%
bd6d812f	303	0.7%
5c9ae867	285	0.7%
d262cf1e	284	0.7%
5b626596	282	0.7%
c4342784	280	0.7%
510bd839	276	0.7%
a17bde68	265	0.7%
bb1ef334	240	0.6%
6b59f079	226	0.6%
7256c623	209	0.5%
a434fa42	204	0.5%
3f2f3819	177	0.4%
Other values (889)	6445	15.9%

Frequencies of value counts

Unique

Unique	410 ?
Unique (%)	1.0%

Histogram of lengths of the category

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Overview of Unicode Properties

Unique unicode characters	16
Unique unicode categories	2 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
d	36150	11.2%
6	35987	11.1%
8	32710	10.1%
1	28070	8.7%
4	27381	8.5%
7	26240	8.1%
e	25579	7.9%
c	21550	6.7%
3	17813	5.5%
5	14810	4.6%
9	14033	4.3%
f	12609	3.9%
2	8189	2.5%
0	7941	2.5%
a	7576	2.3%
b	6786	2.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	213174	65.9%
Lowercase Letter	110250	34.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
6	35987	16.9%
8	32710	15.3%
1	28070	13.2%
4	27381	12.8%
7	26240	12.3%
3	17813	8.4%
5	14810	6.9%
9	14033	6.6%
2	8189	3.8%
0	7941	3.7%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
d	36150	32.8%
e	25579	23.2%
c	21550	19.5%
f	12609	11.4%
a	7576	6.9%
b	6786	6.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	213174	65.9%
Latin	110250	34.1%

Most frequent Common characters

Value	Count	Frequency (%)
6	35987	16.9%
8	32710	15.3%
1	28070	13.2%
4	27381	12.8%
7	26240	12.3%
3	17813	8.4%
5	14810	6.9%
9	14033	6.6%
2	8189	3.8%
0	7941	3.7%

Most frequent Latin characters

Value	Count	Frequency (%)
d	36150	32.8%
e	25579	23.2%
c	21550	19.5%
f	12609	11.4%
a	7576	6.9%
b	6786	6.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	323424	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
d	36150	11.2%
6	35987	11.1%
8	32710	10.1%
1	28070	8.7%
4	27381	8.5%
7	26240	8.1%
e	25579	7.9%
c	21550	6.7%
3	17813	5.5%
5	14810	4.6%
9	14033	4.3%
f	12609	3.9%
2	8189	2.5%
0	7941	2.5%
a	7576	2.3%
b	6786	2.1%

site_category
Categorical

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	316.0 KiB

50e219e0	16331
f028772b	12914
28905ebd	7375
3e814130	3037
f66779e6	230
Other values (13)	541

Common Values
Overview

Value	Count	Frequency (%)
50e219e0	16331	40.4%
f028772b	12914	31.9%
28905ebd	7375	18.2%
3e814130	3037	7.5%
f66779e6	230	0.6%
75fa27f6	151	0.4%
335d28a8	149	0.4%
76b2941d	103	0.3%
c0dd3be3	39	0.1%
dedf689d	30	0.1%
72722551	27	0.1%
70fb0e29	15	< 0.1%
0569f928	13	< 0.1%
8fd0aea4	7	< 0.1%
42a36e14	3	< 0.1%
bcf865d9	2	< 0.1%
9ccfa2ea	1	< 0.1%
a818d37a	1	< 0.1%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Overview of Unicode Properties

Unique unicode characters	16
Unique unicode categories	2 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	56077	17.3%
2	50050	15.5%
e	43399	13.4%
7	26763	8.3%
9	24113	7.5%
5	24075	7.4%
8	23678	7.3%
1	22539	7.0%
b	20448	6.3%
f	13514	4.2%
d	7805	2.4%
3	6454	2.0%
4	3153	1.0%
6	992	0.3%
a	321	0.1%
c	43	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	237894	73.6%
Lowercase Letter	85530	26.4%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	43399	50.7%
b	20448	23.9%
f	13514	15.8%
d	7805	9.1%
a	321	0.4%
c	43	0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	56077	23.6%
2	50050	21.0%
7	26763	11.2%
9	24113	10.1%
5	24075	10.1%
8	23678	10.0%
1	22539	9.5%
3	6454	2.7%
4	3153	1.3%
6	992	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	237894	73.6%
Latin	85530	26.4%

Most frequent Latin characters

Value	Count	Frequency (%)
e	43399	50.7%
b	20448	23.9%
f	13514	15.8%
d	7805	9.1%
a	321	0.4%
c	43	0.1%

Most frequent Common characters

Value	Count	Frequency (%)
0	56077	23.6%
2	50050	21.0%
7	26763	11.2%
9	24113	10.1%
5	24075	10.1%
8	23678	10.0%
1	22539	9.5%
3	6454	2.7%
4	3153	1.3%
6	992	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	323424	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	56077	17.3%
2	50050	15.5%
e	43399	13.4%
7	26763	8.3%
9	24113	7.5%
5	24075	7.4%
8	23678	7.3%
1	22539	7.0%
b	20448	6.3%
f	13514	4.2%
d	7805	2.4%
3	6454	2.0%
4	3153	1.0%
6	992	0.3%
a	321	0.1%
c	43	< 0.1%

app_id
Categorical

HIGH CARDINALITY

Distinct	885
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Memory size	316.0 KiB

ecad2386	26030
92f5800b	1597
e2fcccd2	1124
9c13b419	741
febd1138	733
Other values (880)	10203

Common Values
Overview

Value	Count	Frequency (%)
ecad2386	26030	64.4%
92f5800b	1597	4.0%
e2fcccd2	1124	2.8%
9c13b419	741	1.8%
febd1138	733	1.8%
7358e05e	587	1.5%
a5184c22	473	1.2%
d36838b1	450	1.1%
54c5d545	435	1.1%
685d1c4c	408	1.0%
03528b27	332	0.8%
f0d41ff1	274	0.7%
e9739828	272	0.7%
66f5e02e	260	0.6%
e2a1ca37	256	0.6%
51cedd4e	230	0.6%
98fed791	227	0.6%
03a08c3f	211	0.5%
73206397	194	0.5%
f53417e1	187	0.5%
e96773f0	161	0.4%
ce183bbd	129	0.3%
396df801	121	0.3%
be7c618d	120	0.3%
1dc72b4d	107	0.3%
Other values (860)	4769	11.8%

Frequencies of value counts

Unique

Unique	408 ?
Unique (%)	1.0%

Histogram of lengths of the category

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Overview of Unicode Properties

Unique unicode characters	16
Unique unicode categories	2 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
c	35339	10.9%
8	34968	10.8%
2	34616	10.7%
e	33683	10.4%
3	33660	10.4%
d	33139	10.2%
6	30201	9.3%
a	29819	9.2%
f	8596	2.7%
5	8539	2.6%
1	7936	2.5%
0	7736	2.4%
9	6994	2.2%
b	6700	2.1%
4	6189	1.9%
7	5309	1.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	176148	54.5%
Lowercase Letter	147276	45.5%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
c	35339	24.0%
e	33683	22.9%
d	33139	22.5%
a	29819	20.2%
f	8596	5.8%
b	6700	4.5%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
8	34968	19.9%
2	34616	19.7%
3	33660	19.1%
6	30201	17.1%
5	8539	4.8%
1	7936	4.5%
0	7736	4.4%
9	6994	4.0%
4	6189	3.5%
7	5309	3.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	176148	54.5%
Latin	147276	45.5%

Most frequent Latin characters

Value	Count	Frequency (%)
c	35339	24.0%
e	33683	22.9%
d	33139	22.5%
a	29819	20.2%
f	8596	5.8%
b	6700	4.5%

Most frequent Common characters

Value	Count	Frequency (%)
8	34968	19.9%
2	34616	19.7%
3	33660	19.1%
6	30201	17.1%
5	8539	4.8%
1	7936	4.5%
0	7736	4.4%
9	6994	4.0%
4	6189	3.5%
7	5309	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	323424	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
c	35339	10.9%
8	34968	10.8%
2	34616	10.7%
e	33683	10.4%
3	33660	10.4%
d	33139	10.2%
6	30201	9.3%
a	29819	9.2%
f	8596	2.7%
5	8539	2.6%
1	7936	2.5%
0	7736	2.4%
9	6994	2.2%
b	6700	2.1%
4	6189	1.9%
7	5309	1.6%

app_domain
Categorical

HIGH CARDINALITY

Distinct	60
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	316.0 KiB

7801e8d9	27371
2347f47a	5223
ae637522	1897
5c5a694b	1124
d9b5648e	740
Other values (55)	4073

Common Values
Overview

Value	Count	Frequency (%)
7801e8d9	27371	67.7%
2347f47a	5223	12.9%
ae637522	1897	4.7%
5c5a694b	1124	2.8%
d9b5648e	740	1.8%
82e27996	733	1.8%
0e8616ad	640	1.6%
b9528b13	617	1.5%
b8d325c3	517	1.3%
aefc06bd	285	0.7%
df32afa9	276	0.7%
6f7ca2ba	260	0.6%
33da2e74	226	0.6%
5b9c592b	105	0.3%
885c7f3f	65	0.2%
45a51db4	58	0.1%
b5f3b24a	55	0.1%
5c620f04	50	0.1%
813f3323	26	0.1%
0654b444	26	0.1%
ad63ec9b	15	< 0.1%
a8b0bf20	13	< 0.1%
c6824def	12	< 0.1%
99b4c806	10	< 0.1%
448ca2e3	9	< 0.1%
Other values (35)	75	0.2%

Frequencies of value counts

Unique

Unique	14 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Overview of Unicode Properties

Unique unicode characters	16
Unique unicode categories	2 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
8	58218	18.0%
7	41051	12.7%
e	31979	9.9%
9	31868	9.9%
d	30180	9.3%
1	28753	8.9%
0	28487	8.8%
4	12946	4.0%
2	12682	3.9%
a	10657	3.3%
3	9789	3.0%
f	6671	2.1%
5	6570	2.0%
6	6454	2.0%
b	4640	1.4%
c	2479	0.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	236818	73.2%
Lowercase Letter	86606	26.8%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
8	58218	24.6%
7	41051	17.3%
9	31868	13.5%
1	28753	12.1%
0	28487	12.0%
4	12946	5.5%
2	12682	5.4%
3	9789	4.1%
5	6570	2.8%
6	6454	2.7%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	31979	36.9%
d	30180	34.8%
a	10657	12.3%
f	6671	7.7%
b	4640	5.4%
c	2479	2.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	236818	73.2%
Latin	86606	26.8%

Most frequent Common characters

Value	Count	Frequency (%)
8	58218	24.6%
7	41051	17.3%
9	31868	13.5%
1	28753	12.1%
0	28487	12.0%
4	12946	5.5%
2	12682	5.4%
3	9789	4.1%
5	6570	2.8%
6	6454	2.7%

Most frequent Latin characters

Value	Count	Frequency (%)
e	31979	36.9%
d	30180	34.8%
a	10657	12.3%
f	6671	7.7%
b	4640	5.4%
c	2479	2.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	323424	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
8	58218	18.0%
7	41051	12.7%
e	31979	9.9%
9	31868	9.9%
d	30180	9.3%
1	28753	8.9%
0	28487	8.8%
4	12946	4.0%
2	12682	3.9%
a	10657	3.3%
3	9789	3.0%
f	6671	2.1%
5	6570	2.0%
6	6454	2.0%
b	4640	1.4%
c	2479	0.8%

app_category
Categorical

Distinct	21
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	316.0 KiB

07d7df22	26339
0f2161f8	9571
cef3e649	1643
8ded1f7a	1439
f95efa07	1120
Other values (16)	316

Common Values
Overview

Value	Count	Frequency (%)
07d7df22	26339	65.2%
0f2161f8	9571	23.7%
cef3e649	1643	4.1%
8ded1f7a	1439	3.6%
f95efa07	1120	2.8%
d1327cf5	114	0.3%
09481d60	45	0.1%
dc97ec06	45	0.1%
75d80bbe	40	0.1%
4ce2e9fc	16	< 0.1%
fc6fa53d	14	< 0.1%
a3c42688	9	< 0.1%
0f9a328c	9	< 0.1%
4681bb9d	6	< 0.1%
879c24eb	5	< 0.1%
8df2e842	4	< 0.1%
2281a340	3	< 0.1%
a86a3e89	3	< 0.1%
0bfbc358	1	< 0.1%
79f0b860	1	< 0.1%
a7fd01ec	1	< 0.1%

Frequencies of value counts

Unique

Unique	3 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Overview of Unicode Properties

Unique unicode characters	16
Unique unicode categories	2 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
2	62416	19.3%
d	55825	17.3%
7	55443	17.1%
f	50977	15.8%
0	37221	11.5%
1	20750	6.4%
6	11337	3.5%
8	11152	3.4%
e	5975	1.8%
9	2893	0.9%
a	2601	0.8%
c	1918	0.6%
3	1796	0.6%
4	1731	0.5%
5	1289	0.4%
b	100	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	206028	63.7%
Lowercase Letter	117396	36.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
2	62416	30.3%
7	55443	26.9%
0	37221	18.1%
1	20750	10.1%
6	11337	5.5%
8	11152	5.4%
9	2893	1.4%
3	1796	0.9%
4	1731	0.8%
5	1289	0.6%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
d	55825	47.6%
f	50977	43.4%
e	5975	5.1%
a	2601	2.2%
c	1918	1.6%
b	100	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	206028	63.7%
Latin	117396	36.3%

Most frequent Common characters

Value	Count	Frequency (%)
2	62416	30.3%
7	55443	26.9%
0	37221	18.1%
1	20750	10.1%
6	11337	5.5%
8	11152	5.4%
9	2893	1.4%
3	1796	0.9%
4	1731	0.8%
5	1289	0.6%

Most frequent Latin characters

Value	Count	Frequency (%)
d	55825	47.6%
f	50977	43.4%
e	5975	5.1%
a	2601	2.2%
c	1918	1.6%
b	100	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	323424	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
2	62416	19.3%
d	55825	17.3%
7	55443	17.1%
f	50977	15.8%
0	37221	11.5%
1	20750	6.4%
6	11337	3.5%
8	11152	3.4%
e	5975	1.8%
9	2893	0.9%
a	2601	0.8%
c	1918	0.6%
3	1796	0.6%
4	1731	0.5%
5	1289	0.4%
b	100	< 0.1%

device_id
Categorical

HIGH CARDINALITY

Distinct	6766
Distinct (%)	16.7%
Missing	0
Missing (%)	0.0%
Memory size	316.0 KiB

a99f214a	33502
c357dbff	27
0f7c61dc	21
936e92fb	15
afeffc18	7
Other values (6761)	6856

Common Values
Overview

Value	Count	Frequency (%)
a99f214a	33502	82.9%
c357dbff	27	0.1%
0f7c61dc	21	0.1%
936e92fb	15	< 0.1%
afeffc18	7	< 0.1%
3cdb4052	7	< 0.1%
987552d1	6	< 0.1%
b09da1c4	5	< 0.1%
cef4c8cc	5	< 0.1%
d857ffbb	5	< 0.1%
28dc8687	4	< 0.1%
1f056b4e	4	< 0.1%
a41547ef	3	< 0.1%
bc335145	3	< 0.1%
89330ac7	3	< 0.1%
5cad66ba	3	< 0.1%
ea04480e	2	< 0.1%
66bee633	2	< 0.1%
17690832	2	< 0.1%
91ecfb01	2	< 0.1%
c68b88db	2	< 0.1%
6131d6d4	2	< 0.1%
ed83f03d	2	< 0.1%
7a7834d4	2	< 0.1%
5c2b3886	2	< 0.1%
Other values (6741)	6790	16.8%

Frequencies of value counts

Unique

Unique	6692 ?
Unique (%)	16.6%

Histogram of lengths of the category

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Overview of Unicode Properties

Unique unicode characters	16
Unique unicode categories	2 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
9	70391	21.8%
a	70344	21.7%
f	37054	11.5%
2	36954	11.4%
1	36914	11.4%
4	36909	11.4%
8	3562	1.1%
3	3557	1.1%
e	3547	1.1%
b	3508	1.1%
6	3502	1.1%
0	3476	1.1%
c	3473	1.1%
d	3472	1.1%
5	3412	1.1%
7	3349	1.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	202026	62.5%
Lowercase Letter	121398	37.5%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
a	70344	57.9%
f	37054	30.5%
e	3547	2.9%
b	3508	2.9%
c	3473	2.9%
d	3472	2.9%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
9	70391	34.8%
2	36954	18.3%
1	36914	18.3%
4	36909	18.3%
8	3562	1.8%
3	3557	1.8%
6	3502	1.7%
0	3476	1.7%
5	3412	1.7%
7	3349	1.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	202026	62.5%
Latin	121398	37.5%

Most frequent Latin characters

Value	Count	Frequency (%)
a	70344	57.9%
f	37054	30.5%
e	3547	2.9%
b	3508	2.9%
c	3473	2.9%
d	3472	2.9%

Most frequent Common characters

Value	Count	Frequency (%)
9	70391	34.8%
2	36954	18.3%
1	36914	18.3%
4	36909	18.3%
8	3562	1.8%
3	3557	1.8%
6	3502	1.7%
0	3476	1.7%
5	3412	1.7%
7	3349	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	323424	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
9	70391	21.8%
a	70344	21.7%
f	37054	11.5%
2	36954	11.4%
1	36914	11.4%
4	36909	11.4%
8	3562	1.1%
3	3557	1.1%
e	3547	1.1%
b	3508	1.1%
6	3502	1.1%
0	3476	1.1%
c	3473	1.1%
d	3472	1.1%
5	3412	1.1%
7	3349	1.0%

device_ip
Categorical

HIGH CARDINALITY

Distinct	33971
Distinct (%)	84.0%
Missing	0
Missing (%)	0.0%
Memory size	316.0 KiB

6b9769f2	216
431b3174	133
930ec31d	90
af9205f9	90
af62faf4	88
Other values (33966)	39811

Common Values
Overview

Value	Count	Frequency (%)
6b9769f2	216	0.5%
431b3174	133	0.3%
930ec31d	90	0.2%
af9205f9	90	0.2%
af62faf4	88	0.2%
009a7861	85	0.2%
0489ce3f	85	0.2%
285aa37d	83	0.2%
2f323f36	81	0.2%
ddd2926e	80	0.2%
c6563308	79	0.2%
6394f6f6	79	0.2%
8a014cbb	79	0.2%
d90a7774	72	0.2%
9b1fe278	66	0.2%
1cf29716	65	0.2%
75bb1b58	63	0.2%
488a9a3e	63	0.2%
57cd4006	63	0.2%
a8536f3a	62	0.2%
ceffea69	52	0.1%
07875ea4	39	0.1%
693bff3e	36	0.1%
b0070d9a	34	0.1%
ff1c4f79	33	0.1%
Other values (33946)	38512	95.3%

Frequencies of value counts

Unique

Unique	31568 ?
Unique (%)	78.1%

Histogram of lengths of the category

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Overview of Unicode Properties

Unique unicode characters	16
Unique unicode categories	2 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
f	21026	6.5%
9	20970	6.5%
6	20776	6.4%
a	20567	6.4%
7	20480	6.3%
3	20464	6.3%
b	20192	6.2%
1	20160	6.2%
2	20071	6.2%
0	20062	6.2%
4	19988	6.2%
5	19959	6.2%
e	19843	6.1%
d	19649	6.1%
8	19638	6.1%
c	19579	6.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	202568	62.6%
Lowercase Letter	120856	37.4%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
9	20970	10.4%
6	20776	10.3%
7	20480	10.1%
3	20464	10.1%
1	20160	10.0%
2	20071	9.9%
0	20062	9.9%
4	19988	9.9%
5	19959	9.9%
8	19638	9.7%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
f	21026	17.4%
a	20567	17.0%
b	20192	16.7%
e	19843	16.4%
d	19649	16.3%
c	19579	16.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	202568	62.6%
Latin	120856	37.4%

Most frequent Common characters

Value	Count	Frequency (%)
9	20970	10.4%
6	20776	10.3%
7	20480	10.1%
3	20464	10.1%
1	20160	10.0%
2	20071	9.9%
0	20062	9.9%
4	19988	9.9%
5	19959	9.9%
8	19638	9.7%

Most frequent Latin characters

Value	Count	Frequency (%)
f	21026	17.4%
a	20567	17.0%
b	20192	16.7%
e	19843	16.4%
d	19649	16.3%
c	19579	16.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	323424	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
f	21026	6.5%
9	20970	6.5%
6	20776	6.4%
a	20567	6.4%
7	20480	6.3%
3	20464	6.3%
b	20192	6.2%
1	20160	6.2%
2	20071	6.2%
0	20062	6.2%
4	19988	6.2%
5	19959	6.2%
e	19843	6.1%
d	19649	6.1%
8	19638	6.1%
c	19579	6.1%

device_model
Categorical

HIGH CARDINALITY

Distinct	2388
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Memory size	316.0 KiB

8a4875bd	2425
d787e91b	1484
1f0bc64f	1445
76dc4769	802
be6db1d7	732
Other values (2383)	33540

Common Values
Overview

Value	Count	Frequency (%)
8a4875bd	2425	6.0%
d787e91b	1484	3.7%
1f0bc64f	1445	3.6%
76dc4769	802	2.0%
be6db1d7	732	1.8%
4ea23a13	670	1.7%
a0f5f879	637	1.6%
7abbbd5c	589	1.5%
ecb851b2	585	1.4%
d4897fef	510	1.3%
5096d134	478	1.2%
e1eae715	436	1.1%
711ee120	435	1.1%
1ccc7835	402	1.0%
c6263d8a	399	1.0%
84ebbcd4	396	1.0%
be74e6fe	380	0.9%
fce66524	367	0.9%
981edffc	364	0.9%
f07e20f8	363	0.9%
0bcabeaf	357	0.9%
3bb1ddd7	357	0.9%
3bd9e8e7	341	0.8%
0eb711ec	339	0.8%
779d90c2	311	0.8%
Other values (2363)	24824	61.4%

Frequencies of value counts

Unique

Unique	838 ?
Unique (%)	2.1%

Histogram of lengths of the category

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Overview of Unicode Properties

Unique unicode characters	16
Unique unicode categories	2 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
b	25803	8.0%
7	24273	7.5%
e	23807	7.4%
d	22874	7.1%
1	22113	6.8%
8	22030	6.8%
4	21538	6.7%
a	19857	6.1%
f	19731	6.1%
6	19291	6.0%
5	18591	5.7%
c	18437	5.7%
9	17593	5.4%
0	16163	5.0%
3	15740	4.9%
2	15583	4.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	192915	59.6%
Lowercase Letter	130509	40.4%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
b	25803	19.8%
e	23807	18.2%
d	22874	17.5%
a	19857	15.2%
f	19731	15.1%
c	18437	14.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
7	24273	12.6%
1	22113	11.5%
8	22030	11.4%
4	21538	11.2%
6	19291	10.0%
5	18591	9.6%
9	17593	9.1%
0	16163	8.4%
3	15740	8.2%
2	15583	8.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	192915	59.6%
Latin	130509	40.4%

Most frequent Latin characters

Value	Count	Frequency (%)
b	25803	19.8%
e	23807	18.2%
d	22874	17.5%
a	19857	15.2%
f	19731	15.1%
c	18437	14.1%

Most frequent Common characters

Value	Count	Frequency (%)
7	24273	12.6%
1	22113	11.5%
8	22030	11.4%
4	21538	11.2%
6	19291	10.0%
5	18591	9.6%
9	17593	9.1%
0	16163	8.4%
3	15740	8.2%
2	15583	8.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	323424	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
b	25803	8.0%
7	24273	7.5%
e	23807	7.4%
d	22874	7.1%
1	22113	6.8%
8	22030	6.8%
4	21538	6.7%
a	19857	6.1%
f	19731	6.1%
6	19291	6.0%
5	18591	5.7%
c	18437	5.7%
9	17593	5.4%
0	16163	5.0%
3	15740	4.9%
2	15583	4.8%

device_type
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	316.0 KiB

1	37369
0	2195
4	734
5	130

Value	Count	Frequency (%)
1	37369	92.4%
0	2195	5.4%
4	734	1.8%
5	130	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories	1 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
1	37369	92.4%
0	2195	5.4%
4	734	1.8%
5	130	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40428	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	37369	92.4%
0	2195	5.4%
4	734	1.8%
5	130	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	40428	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
1	37369	92.4%
0	2195	5.4%
4	734	1.8%
5	130	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	40428	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
1	37369	92.4%
0	2195	5.4%
4	734	1.8%
5	130	0.3%

device_conn_type
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	316.0 KiB

0	34876
2	3305
3	2210
5	37

Value	Count	Frequency (%)
0	34876	86.3%
2	3305	8.2%
3	2210	5.5%
5	37	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories	1 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	34876	86.3%
2	3305	8.2%
3	2210	5.5%
5	37	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40428	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	34876	86.3%
2	3305	8.2%
3	2210	5.5%
5	37	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	40428	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	34876	86.3%
2	3305	8.2%
3	2210	5.5%
5	37	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	40428	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	34876	86.3%
2	3305	8.2%
3	2210	5.5%
5	37	0.1%

C14
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1420
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	18839.94657
Minimum	375
Maximum	24041
Zeros	0
Zeros (%)	0.0%
Memory size	316.0 KiB

Quantile statistics

Minimum	375
5-th percentile	6393
Q1	16920
median	20345
Q3	21893
95-th percentile	23561
Maximum	24041
Range	23666
Interquartile range (IQR)	4973

Descriptive statistics

Standard deviation	4930.071862
Coefficient of variation (CV)	0.2616818388
Kurtosis	3.501245186
Mean	18839.94657
Median Absolute Deviation (MAD)	2337
Skewness	-1.885516891
Sum	761661360
Variance	24305608.57
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4687	945	2.3%
21611	868	2.1%
21191	801	2.0%
21189	774	1.9%
19771	752	1.9%
19772	741	1.8%
16208	680	1.7%
20108	605	1.5%
15701	564	1.4%
8330	562	1.4%
15705	552	1.4%
19950	542	1.3%
15708	514	1.3%
15707	511	1.3%
15703	511	1.3%
15699	480	1.2%
15706	476	1.2%
15704	474	1.2%
15702	455	1.1%
16615	441	1.1%
23804	397	1.0%
21768	392	1.0%
21767	364	0.9%
19251	341	0.8%
22676	333	0.8%
Other values (1395)	26353	65.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
375	82	0.2%
377	88	0.2%
380	66	0.2%
381	2	< 0.1%
452	62	0.2%
454	53	0.1%
456	51	0.1%
463	56	0.1%
787	11	< 0.1%
1037	101	0.2%

Value	Count	Frequency (%)
24041	4	< 0.1%
24040	8	< 0.1%
24036	30	0.1%
24035	24	0.1%
24034	65	0.2%
24033	2	< 0.1%
24009	4	< 0.1%
24008	2	< 0.1%
24006	2	< 0.1%
24005	3	< 0.1%

C15
Real number (ℝ_≥0)

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	318.802711
Minimum	120
Maximum	1024
Zeros	0
Zeros (%)	0.0%
Memory size	316.0 KiB

Quantile statistics

Minimum	120
5-th percentile	300
Q1	320
median	320
Q3	320
95-th percentile	320
Maximum	1024
Range	904
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	20.19603533
Coefficient of variation (CV)	0.06334963486
Kurtosis	357.9848184
Mean	318.802711
Median Absolute Deviation (MAD)	0
Skewness	14.88692545
Sum	12888556
Variance	407.8798432
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
320	37756	93.4%
300	2299	5.7%
216	297	0.7%
728	66	0.2%
120	4	< 0.1%
480	3	< 0.1%
1024	2	< 0.1%
768	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
120	4	< 0.1%
216	297	0.7%
300	2299	5.7%
320	37756	93.4%
480	3	< 0.1%
728	66	0.2%
768	1	< 0.1%
1024	2	< 0.1%

Value	Count	Frequency (%)
1024	2	< 0.1%
768	1	< 0.1%
728	66	0.2%
480	3	< 0.1%
320	37756	93.4%
300	2299	5.7%
216	297	0.7%
120	4	< 0.1%

C16
Real number (ℝ_≥0)

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	59.88527753
Minimum	20
Maximum	1024
Zeros	0
Zeros (%)	0.0%
Memory size	316.0 KiB

Quantile statistics

Minimum	20
5-th percentile	50
Q1	50
median	50
Q3	50
95-th percentile	50
Maximum	1024
Range	1004
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	46.68628566
Coefficient of variation (CV)	0.7795953795
Kurtosis	32.78666811
Mean	59.88527753
Median Absolute Deviation (MAD)	0
Skewness	5.190681762
Sum	2421042
Variance	2179.609269
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
50	38182	94.4%
250	1771	4.4%
36	297	0.7%
480	102	0.3%
90	66	0.2%
20	4	< 0.1%
320	3	< 0.1%
768	2	< 0.1%
1024	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20	4	< 0.1%
36	297	0.7%
50	38182	94.4%
90	66	0.2%
250	1771	4.4%
320	3	< 0.1%
480	102	0.3%
768	2	< 0.1%
1024	1	< 0.1%

Value	Count	Frequency (%)
1024	1	< 0.1%
768	2	< 0.1%
480	102	0.3%
320	3	< 0.1%
250	1771	4.4%
90	66	0.2%
50	38182	94.4%
36	297	0.7%
20	4	< 0.1%

C17
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	381
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2111.703374
Minimum	112
Maximum	2756
Zeros	0
Zeros (%)	0.0%
Memory size	316.0 KiB

Quantile statistics

Minimum	112
5-th percentile	547
Q1	1863
median	2323
Q3	2526
95-th percentile	2688
Maximum	2756
Range	2644
Interquartile range (IQR)	663

Descriptive statistics

Standard deviation	606.6805421
Coefficient of variation (CV)	0.2872943944
Kurtosis	2.269693267
Mean	2111.703374
Median Absolute Deviation (MAD)	301
Skewness	-1.633235254
Sum	85371944
Variance	368061.2801
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1722	4554	11.3%
2424	1575	3.9%
2227	1498	3.7%
1800	1226	3.0%
423	945	2.3%
2480	879	2.2%
2528	828	2.0%
2502	806	2.0%
2506	803	2.0%
2374	785	1.9%
1872	765	1.9%
2545	720	1.8%
1994	619	1.5%
2299	605	1.5%
1863	568	1.4%
761	563	1.4%
2526	554	1.4%
1993	518	1.3%
2333	496	1.2%
2665	478	1.2%
1873	468	1.2%
2676	464	1.1%
2507	423	1.0%
2726	397	1.0%
2647	382	0.9%
Other values (356)	18509	45.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
112	238	0.6%
122	222	0.5%
153	11	< 0.1%
178	254	0.6%
196	4	< 0.1%
394	20	< 0.1%
423	945	2.3%
479	204	0.5%
544	100	0.2%
547	141	0.3%

Value	Count	Frequency (%)
2756	12	< 0.1%
2755	54	0.1%
2754	65	0.2%
2753	2	< 0.1%
2749	32	0.1%
2748	30	0.1%
2747	93	0.2%
2745	3	< 0.1%
2743	5	< 0.1%
2742	18	< 0.1%

C18
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	316.0 KiB

0	16670
3	13784
2	7197
1	2777

Value	Count	Frequency (%)
0	16670	41.2%
3	13784	34.1%
2	7197	17.8%
1	2777	6.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories	1 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	16670	41.2%
3	13784	34.1%
2	7197	17.8%
1	2777	6.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40428	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	16670	41.2%
3	13784	34.1%
2	7197	17.8%
1	2777	6.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	40428	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	16670	41.2%
3	13784	34.1%
2	7197	17.8%
1	2777	6.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	40428	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	16670	41.2%
3	13784	34.1%
2	7197	17.8%
1	2777	6.9%

C19
Real number (ℝ_≥0)

Distinct	63
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	229.4293806
Minimum	33
Maximum	1839
Zeros	0
Zeros (%)	0.0%
Memory size	316.0 KiB

Quantile statistics

Minimum	33
5-th percentile	35
Q1	35
median	39
Q3	171
95-th percentile	1063
Maximum	1839
Range	1806
Interquartile range (IQR)	136

Descriptive statistics

Standard deviation	354.3736092
Coefficient of variation (CV)	1.544586871
Kurtosis	3.775976039
Mean	229.4293806
Median Absolute Deviation (MAD)	4
Skewness	2.142571974
Sum	9275371
Variance	125580.6549
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	12060	29.8%
39	8882	22.0%
167	3236	8.0%
161	1629	4.0%
47	1446	3.6%
1327	1113	2.8%
297	962	2.4%
163	888	2.2%
175	822	2.0%
679	753	1.9%
935	694	1.7%
687	588	1.5%
1063	557	1.4%
41	516	1.3%
33	449	1.1%
803	397	1.0%
431	392	1.0%
1319	384	0.9%
303	349	0.9%
299	312	0.8%
419	309	0.8%
171	294	0.7%
169	282	0.7%
427	277	0.7%
34	266	0.7%
Other values (38)	2571	6.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
33	449	1.1%
34	266	0.7%
35	12060	29.8%
38	196	0.5%
39	8882	22.0%
41	516	1.3%
43	207	0.5%
45	2	< 0.1%
47	1446	3.6%
161	1629	4.0%

Value	Count	Frequency (%)
1839	19	< 0.1%
1835	29	0.1%
1831	25	0.1%
1711	87	0.2%
1583	5	< 0.1%
1575	21	0.1%
1451	142	0.4%
1327	1113	2.8%
1319	384	0.9%
1315	37	0.1%

C20
Real number (ℝ)

Distinct	148
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	53450.75386
Minimum	-1
Maximum	100248
Zeros	0
Zeros (%)	0.0%
Memory size	316.0 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	100052
Q3	100094
95-th percentile	100191
Maximum	100248
Range	100249
Interquartile range (IQR)	100095

Descriptive statistics

Standard deviation	49942.05967
Coefficient of variation (CV)	0.9343565069
Kurtosis	-1.981609317
Mean	53450.75386
Median Absolute Deviation (MAD)	141
Skewness	-0.1359650179
Sum	2160907077
Variance	2494209324
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	18843	46.6%
100084	2415	6.0%
100148	1758	4.3%
100111	1669	4.1%
100077	1595	3.9%
100075	1574	3.9%
100081	1375	3.4%
100083	1125	2.8%
100156	1024	2.5%
100193	741	1.8%
100176	627	1.6%
100074	573	1.4%
100079	554	1.4%
100189	491	1.2%
100076	467	1.2%
100192	249	0.6%
100191	236	0.6%
100190	227	0.6%
100013	224	0.6%
100188	207	0.5%
100031	170	0.4%
100155	157	0.4%
100194	147	0.4%
100181	139	0.3%
100105	137	0.3%
Other values (123)	3704	9.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	18843	46.6%
100000	136	0.3%
100001	9	< 0.1%
100002	7	< 0.1%
100003	109	0.3%
100004	73	0.2%
100005	73	0.2%
100012	28	0.1%
100013	224	0.6%
100016	1	< 0.1%

Value	Count	Frequency (%)
100248	21	0.1%
100244	2	< 0.1%
100241	20	< 0.1%
100233	99	0.2%
100229	4	< 0.1%
100228	66	0.2%
100225	7	< 0.1%
100221	75	0.2%
100217	46	0.1%
100215	13	< 0.1%

C21
Real number (ℝ_≥0)

Distinct	60
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	82.38458494
Minimum	1
Maximum	255
Zeros	0
Zeros (%)	0.0%
Memory size	316.0 KiB

Quantile statistics

Minimum	1
5-th percentile	23
Q1	23
median	61
Q3	95
95-th percentile	221
Maximum	255
Range	254
Interquartile range (IQR)	72

Descriptive statistics

Standard deviation	69.75575247
Coefficient of variation (CV)	0.8467087929
Kurtosis	-0.177872427
Mean	82.38458494
Median Absolute Deviation (MAD)	38
Skewness	1.122513532
Sum	3330644
Variance	4865.865003
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23	9121	22.6%
221	4907	12.1%
79	4649	11.5%
48	2211	5.5%
71	2174	5.4%
61	2046	5.1%
157	1824	4.5%
32	1733	4.3%
33	1518	3.8%
52	1217	3.0%
42	973	2.4%
51	847	2.1%
15	754	1.9%
212	635	1.6%
43	593	1.5%
229	397	1.0%
117	393	1.0%
13	385	1.0%
16	348	0.9%
156	345	0.9%
68	327	0.8%
159	289	0.7%
95	236	0.6%
46	224	0.6%
246	199	0.5%
Other values (35)	2083	5.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2	< 0.1%
13	385	1.0%
15	754	1.9%
16	348	0.9%
17	158	0.4%
20	11	< 0.1%
23	9121	22.6%
32	1733	4.3%
33	1518	3.8%
35	52	0.1%

Value	Count	Frequency (%)
255	3	< 0.1%
253	87	0.2%
251	17	< 0.1%
246	199	0.5%
229	397	1.0%
221	4907	12.1%
219	3	< 0.1%
212	635	1.6%
204	79	0.2%
195	6	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	df_index	id	click	hour	C1	banner_pos	site_id	site_domain	site_category	app_id	app_domain	app_category	device_id	device_ip	device_model	device_type	device_conn_type	C14	C15	C16	C17	C18	C19	C20	C21
0	109052	8.615899e+18	1	14102100	1005	0	38217daf	449497bc	f028772b	ecad2386	7801e8d9	07d7df22	a99f214a	925ab50e	ac221d6c	1	0	20345	300	250	2331	2	39	-1	23
1	265550	1.073791e+19	0	14102102	1005	1	5114c672	3f2f3819	3e814130	ecad2386	7801e8d9	07d7df22	a99f214a	7ce8e95a	5ec45883	1	0	19771	320	50	2227	0	687	100075	48
2	141300	1.268349e+19	0	14102101	1002	0	ab526063	71ae4aea	50e219e0	ecad2386	7801e8d9	07d7df22	184ca3bb	33b0bd88	072c9f1e	0	0	16920	320	50	1899	0	431	-1	117
3	210894	4.520914e+18	1	14102101	1005	0	1fbe01fe	f3845767	28905ebd	ecad2386	7801e8d9	07d7df22	a99f214a	8eaef965	d870e4de	1	0	15701	320	50	1722	0	35	100084	79
4	63661	2.245924e+18	0	14102100	1005	0	85f751fd	c4e18dd6	50e219e0	685d1c4c	2347f47a	8ded1f7a	17f6eecd	c1a367a4	158e4944	1	3	15704	320	50	1722	0	35	100083	79
5	51588	1.718584e+19	1	14102100	1005	0	1fbe01fe	f3845767	28905ebd	ecad2386	7801e8d9	07d7df22	a99f214a	d64ec3e7	a0f5f879	1	0	15704	320	50	1722	0	35	-1	79
6	312232	1.447048e+19	0	14102102	1005	0	85f751fd	c4e18dd6	50e219e0	85b28c93	ae637522	8ded1f7a	a99f214a	c38af552	dc31133e	1	2	21611	320	50	2480	3	297	100111	61
7	6514	1.090668e+19	0	14102100	1005	0	1fbe01fe	f3845767	28905ebd	ecad2386	7801e8d9	07d7df22	a99f214a	19882e8b	d787e91b	1	0	15701	320	50	1722	0	35	-1	79
8	256976	1.003823e+19	0	14102102	1005	0	543a539e	c7ca3108	3e814130	ecad2386	7801e8d9	07d7df22	a99f214a	38fb03be	3421dfe4	1	0	20352	320	50	2333	0	39	-1	157
9	208445	4.222692e+18	0	14102101	1005	0	1fbe01fe	f3845767	28905ebd	ecad2386	7801e8d9	07d7df22	a99f214a	8585134c	0989142d	1	0	15705	320	50	1722	0	35	-1	79

Last rows

	df_index	id	click	hour	C1	banner_pos	site_id	site_domain	site_category	app_id	app_domain	app_category	device_id	device_ip	device_model	device_type	device_conn_type	C14	C15	C16	C17	C18	C19	C20	C21
40418	224318	4.735040e+18	0	14103023	1005	0	1fbe01fe	f3845767	28905ebd	ecad2386	7801e8d9	07d7df22	a99f214a	a88fedf9	c6263d8a	1	0	22676	320	50	2616	0	35	-1	51
40419	1819	1.712925e+18	0	14103021	1005	0	1fbe01fe	f3845767	28905ebd	ecad2386	7801e8d9	07d7df22	a99f214a	a8536f3a	ab145aa1	1	0	22676	320	50	2616	0	35	-1	51
40420	123112	2.776735e+18	0	14103022	1005	0	83a0ad1a	5c9ae867	f028772b	ecad2386	7801e8d9	07d7df22	a99f214a	160e10c7	5096d134	1	0	20634	320	50	2374	3	39	100119	23
40421	207049	1.788262e+19	1	14103023	1005	1	5b4d2eda	16a36ef3	f028772b	ecad2386	7801e8d9	07d7df22	a99f214a	710f7a48	8a4875bd	1	0	21893	320	50	2526	0	167	-1	221
40422	204887	1.744236e+19	0	14103023	1005	0	85f751fd	c4e18dd6	50e219e0	febd1138	82e27996	0f2161f8	a99f214a	bc14927d	99e427c9	1	0	21611	320	50	2480	3	299	100111	61
40423	153170	7.689337e+18	0	14103022	1005	0	85f751fd	c4e18dd6	50e219e0	e2fcccd2	5c5a694b	0f2161f8	a99f214a	582ba6dc	ecb851b2	1	0	4687	320	50	423	2	39	100148	32
40424	65808	9.965834e+18	1	14103021	1005	0	85f751fd	c4e18dd6	50e219e0	9c13b419	2347f47a	f95efa07	a99f214a	5d77e67d	c6263d8a	1	0	23903	320	50	2740	0	163	100013	17
40425	220340	3.919389e+18	0	14103023	1005	0	85f751fd	c4e18dd6	50e219e0	51cedd4e	aefc06bd	0f2161f8	a99f214a	6d7c5e3d	bbeedfee	1	0	21611	320	50	2480	3	299	100111	61
40426	216421	3.143591e+18	0	14103023	1005	0	85f751fd	c4e18dd6	50e219e0	f888bf4c	5b9c592b	0f2161f8	3fe14c89	05469cde	3491f1bd	1	2	22818	320	50	2648	3	39	100148	23
40427	50177	7.640314e+18	1	14103021	1002	0	203b00f1	c4e18dd6	50e219e0	ecad2386	7801e8d9	07d7df22	0f7c61dc	d1d5cc44	373ecbe6	0	0	23438	320	50	2684	2	1327	100004	52

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Lowercase Letter characters

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Lowercase Letter characters

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Lowercase Letter characters

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Lowercase Letter characters

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Latin characters